MATSUKAWA TETSU
Organization
Faculty of Information Science and Electrical Engineering Department of Informatics Assistant Professor
School of Sciences Department of Physics（Concurrent）
Graduate School of Information Science and Electrical Engineering Department of Information Science and Technology（Concurrent）
Title
Assistant Professor
Contact information
Profile
[Research]
Methods for various image recognition problems
[Education]
Exercise at undergraduate school
External link
ORCID
Degree
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Dr. of Engineering
Research Interests・Research Keywords
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Research theme： Deep Learning
Keyword： Convolutional Neural Network, Feature Transfer, Transfer Learning, Image Classification, Anomaly Detection
Research period： 2017.7 - 2023.3
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Research theme： Person Re-Identification
Keyword： Feature Extraction, Distance Metric Learning, Discriminant Analysis, Small Number of Training Samples, Riemannian Geometry, Person Attribute, View, Body Orientation, Matching
Research period： 2013.3 - 2024.3
Awards
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MIRU論文評価功労賞
2021.8 画像の認識・理解シンポジウム(MIRU2021) MIRU2021の口頭発表論文選定審査において、高品質な評価を行った.
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電子情報通信学会 情報・システムソサエティ, ISS 査読功労賞
2021.8 電子情報通信学会 電子情報通信学会・論文誌査読委員として、多数の高品質な査読を行った.
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Best Poster Award
2020.2 VISAPP2020 国際会議VISAPP2020で発表されたポスター論文の内、最優秀論文１件が選出された
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MIRU論文評価貢献賞
2017.8 画像の認識・理解シンポジウム(MIRU) 第20回画像の認識・理解シンポジウム(MIRU2017) の口頭発表候補論文の評価において，優れた論文評価・アドバイスをした者が表彰される. 本年度は92名の論文評価委員の内，19名が表彰された.
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Outstanding Contribution in Reviewing
2016.8 画像の認識・理解シンポジウム(MIRU) 第19回画像の認識・理解シンポジウム(MIRU2016) の査読付き英文論文の査読において，優れた査読をした者が表彰される. 本年度は，78名の査読者の内，16名が表彰された.
Papers
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Hierarchical Gaussian Descriptors with Application to Person Re-Identification Reviewed International journal
@Tetsu Matsukawa, @Takahiro Okabe, @Einoshin Suzuki, @Yoichi Sato
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI) 1 - 14 2019.5
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SATJiP: Spatial and Augmented Temporal Jigsaw Puzzles for Video Anomaly Detection Invited Reviewed International journal
#Liheng Shen, @Tetsu Matsukawa, @Einoshin Suzuki
Proc. 28th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD 2024) 2024.5
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Image Generation from Hyper Scene Graphs with Trinomial Hyperedges Using Object Attention Reviewed International journal
#Ryosuke Miyake, @Tetsu Matsukawa, @Einoshin Suzuki
Proc. 19th International Conference on Vision Theory and Application (VISAPP2024) 2024.2
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Cross-Modal Self-Supervised Feature Extraction for Anomaly Detection in Human Monitoring Reviewed International journal
#Jose Alejandro Avellaneda Gonzalez, @Tetsu Matsukawa, @Einoshin Suzuki:
Proc. of Nineteenth International Conference on Automation Science and Engineering (CASE 2023) 2023.8
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Image Generation from Hyper Scene Graphs with Trinomial Hyperedges Reviewed International journal
#Ryosuke Miyake, @Tetsu Matsukawa, @Einoshin Suzuki
Proc. of 18th International Conference on Vision Theory and Application (VISAPP2023) 5 185 - 195 2023.2 （ ISSN:21845921 ）
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Detecting Video Anomalous Events with an Enhanced Abnormality Score Reviewed International journal
#Liheng Shen, @Tetsu Matsukawa, @Einoshin Suzuki
Proc. PRICAI 2022: Trends in Artificial Intelligence - 19th Pacific Rim International Conference on Artificial Intelligence (PRICAI-2022) 2022.11
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Semi-Supervised Few-Shot Classification with Deep Invertible Hybrid Models International journal
#Yusuke Ohtsubo, @Tetsu Matsukawa, @Einoshin Suzuki
arXiv 2021.6
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Detecting Anomalies from Human Activities by an Autonomous Mobile Robot Based on "Fast and Slow" Thinking" Reviewed International journal
#Muhammad Fikko Fadjrimiratno, #Yusuke Hatae, @Tetsu Matsukawa, @Einoshin Suzuki
Proc. Sixteenth International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISIGRAPP 2021), Vol. 5: VISAPP (Sixteenth International Conference on Computer Vision Theory and Applications) 943 - 953 2021.2
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From Certain to Uncertain: Toward Optimal Solution for Offline Multiple Object Tracking Reviewed International journal
@Kaikai Zhao, @Takashi Imaseki, @HIroshi Mouri, @Einoshin Suzuki, @Tetsu Matsukawa
Proceedings of 25th International Conference on Pattern Recognition (ICPR2020) 2506 - 2513 2021.1
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Convolutional Feature Transfer via Camera-specific Discrimative Pooling for Person Re-Identification Reviewed International journal
@Tetsu Matsukawa, @Einoshin Suzuki
Proceedings of 25th International Conference on Pattern Recognition (ICPR2020) 8408 - 8415 2021.1
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Experimental Evaluation of GAN-Based One-Classs Anomaly Detection on Office Monitoring Reviewed International journal
#Ning Dong, #Yusuke Hatae, #Muhammad Fikko Fadjrimiratno, @Tetsu Matsukawa, @Einoshin Suzuki
Proceedings of 25th International Symposium on Intelligent Systems (ISMIS2020) 214 - 224 2020.9
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Context-Aware Latent Dirichlet Allocation for Topic Segmentation Reviewed International journal
#Wenbo Li, @Tetsu Matsukawa, @Hiroto Saigo, @Einoshin Suzuki
24th Pacific-Asia Conference on Knowledge Discovery and Data Mining, PAKDD 2020 475 - 486 2020.6
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Detecting anomalous regions from an image based on deep captioning Reviewed International journal
#Yusuke Hatae, #Qingpu Yang, #Muhammad Fikko Fadjrimiratno, #Yuanyuan Li, @Tetsu Matsukawa, @Einoshin Suzuki
15th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications, VISIGRAPP 2020 VISAPP 326 - 335 2020.2
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Detecting Outliers with One-Class Selective Transfer Machine Reviewed International journal
#Hirofumi Fujita, @Tetsu Matsukawa, @Einoshin Suzuki
Knowledge and Information Systems (KAIS) 1 - 38 2020.1
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Harnessing GAN with metric learning for one-shot generation on a fine-grained category Reviewed International journal
#Yusuke Ohtsubo, @Tetsu Matsukawa, @Einoshin Suzuki
31st IEEE International Conference on Tools with Artificial Intelligence, ICTAI 2019 Proceedings - IEEE 31st International Conference on Tools with Artificial Intelligence, ICTAI 2019 915 - 922 2019.11
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Kernelized cross-view quadratic discriminant analysis for person re-identification Reviewed International journal
@Tetsu Matsukawa, @Einoshin Suzuki
Proceedings of the 16th International Conference on Machine Vision Applications, MVA 2019 2019.5
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Experimental validation for N-ary error correcting output codes for ensemble learning of deep neural networks Reviewed International journal
#Kaikai Zhao, @Tetsu Matsukawa, @Einoshin Suzuki
Journal of Intelligent Information Systems (JIIS) 52 ( 2 ) 367 - 392 2019.4
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Retraining: A Simple Way to Improve the Ensemble Accuracy of Deep Neural Networks for Image Classification Reviewed International journal
#Kaikai Zhao, @Tetsu Matsukawa, @Einoshin Suzuki
24th International Conference on Pattern Recognition, ICPR 2018 860 - 867 2018.11
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Multimodal Deep Neural Network with Image Sequence Features for Video Captioning Reviewed International journal
#Soichiro Oura, @Tetsu Matsukawa, @Einoshin Suzuki
Proceedings of International Joint Conference on Neural Networks, IJCNN 2018 2018.10
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One-class selective transfer machine for personalized anomalous facial expression detection Reviewed International journal
#Hirofumi Fujita, @Tetsu Matsukawa, @Einoshin Suzuki
Proceedings of 13th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications, VISIGRAPP 2018 274 - 283 2018.2
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Hierarchical Gaussian Descriptors with Application to Person Re-Identification
@Tetsu Matsukawa, @Takahiro Okabe, @Einoshin Suzuki, @Yoichi Sato
ArXiv ( 1706.04318 ) 2017.6
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Hierarchical Gaussian Descriptor for Person Re-identification Reviewed International journal
@Tetsu Matsukawa, @Takahiro Okabe, @Einoshin Suzuki, @Yoichi Sato
Proceedings - 29th IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2016 1363 - 1372 2016.12
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Person re-identification using CNN features learned from combination of attributes Reviewed International journal
@Tetsu Matsukawa, @Einoshin Suzuki
23rd International Conference on Pattern Recognition, ICPR 2016 2428 - 2433 2016.12
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Toward a platform for collecting, mining, and utilizing behavior data for detecting students with depression risks Reviewed International journal
@Einoshin Suzuki, @Shin Ando, #Yutaka Deguchi, @Hiroaki Ogata, @Tetsu Matsukawa, @Masanori Sugimoto
8th ACM International Conference on PErvasive Technologies Related to Assistive Environments, PETRA 2015 2015.7
Presentations
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正規直交クラス代表ベクトルとの内積表現によるConvNet特徴転移
@松川 徹，@鈴木英之進
第24回画像の認識・理解シンポジウム (MIRU2021) 2021.7
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Convolutional Feature Transfer via Camera-specific Discrimative Pooling for Person Re-Identification International conference
@Tetsu Matsukawa, @Einoshin Suzuki
25th International Conference on Pattern Recognition (ICPR2020) 2021.1
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Kernelized Cross-View Quadratic Discriminant Analysis for Person Re-Identification International conference
@Tetsu Matsukawa, @Einoshin Suzuki
16th International Conference on Machine Vision Applications (MVA2019) 2019.5
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Person Re-Identification Using CNN Features Learned from Combination of Attributes International conference
@Tetsu Matsukawa, @Einoshin Suzuki
23rd International Conference on Pattern Recognition (ICPR2016) 2016.12
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Hierarchical Gaussian Descriptor for Person Re-Identification International conference
Tetsu Matsukawa, Takahiro Okabe, Einoshin Suzuki, Yoichi Sato
IEEE Conference on Computer Vision and Pattern Recognition (CVPR2016) 2016.6
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カメラ間人物照合のための階層的なガウシアン記述子
松川徹, 岡部孝弘, 鈴木英之進, 佐藤洋一
第18回画像の認識・理解シンポジウム(MIRU) 2015.7
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SATJiP: Spatial and Augmented Temporal Jigsaw Puzzles for Video Anomaly Detection International conference
#Liheng Shen, @Tetsu Matsukawa, @Einoshin Suzuki
28th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD 2024) 2024.5
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Image Generation from Hyper Scene Graphs with Trinomial Hyperedges Using Object Attention International conference
#Ryosuke Miyake, @Tetsu Matsukawa, @Einoshin Suzuki
19th International Conference on Vision Theory and Application (VISAPP2024) 2024.2
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Cross-Modal Self-Supervised Feature Extraction for Anomaly Detection in Human Monitoring International conference
#Jose Alejandro Avellaneda Gonzalez, @Tetsu Matsukawa, @Einoshin Suzuki:
Nineteenth International Conference on Automation Science and Engineering (CASE 2023) 2023.8
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Image Generation from Hyper Scene Graphs with Trinomial Hyperedges International conference
#Ryosuke Miyake, @Tetsu Matsukawa, @Einishon Suzuki
18th International Conference on Vision Theory and Application (VISAPP2023) 2023.2
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Detecting Video Anomalous Events with an Enhanced Abnormality Score International conference
#Liheng Shen, @Tetsu Matsukawa, @Einoshin Suzuki
19th Pacific Rim International Conference on Artificial Intelligence (PRICAI-2022) 2022.11
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日本人顔画像データで訓練した顔匿名化手法k-Same-Netの実験的評価
#鈴木大輔，@松川 徹，#鈴木 英之進
2021年度（第74回）電気・情報関係学会九州支部連合大会 2021.9
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自律移動ロボットによる画像領域キャプショニングに基づく画像領域報告
#新藤夏航，#ファドジリミラトノムハッマド フィッコ，#波多江悠祐，@松川 徹，#鈴木 英之進
2021年度（第74回）電気・情報関係学会九州支部連合大会 2021.9
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顔面動作符号化システム（FACS）を用いる長・短期記憶に基づく異常な顔表情の検知
#大西 悠貴，@松川 徹，@鈴木 英之進
第20回情報科学技術フォーラム（FIT2021） 2021.8
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Adversarial Minority-Class Re-Sampling for Imbalanced Sequence Classification International conference
@Shin Ando, @Yusuke Hatae, #Muhammad Fikko Fadjrimiratno, #Qingpu Yang, #Yuanyuan Li, @Tetsu Matsukawa, @Einoshin Suzuki
Tenth International Conference on Pattern Recognition Applications and Methods (ICPRAM 2021) 2021.2
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From Certain to Uncertain: Toward Optimal Solution for Offline Multiple Object Tracking International conference
@Kaikai Zhao, @Takashi Imaseki, @HIroshi Mouri, @Einoshin Suzuki, @Tetsu Matsukawa
25th International Conference on Pattern Recognition (ICPR2020) 2021.1
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Detecting Anomalies from Human Activities by an Autonomous Mobile Robot Based on "Fast and Slow" Thinking" International conference
#Muhammad Fikko Fadjrimiratno, #Yusuke Hatae, @Tetsu Matsukawa, @Einoshin Suzuki
Sixteenth International Conference on Computer Vision Theory and Applications (VISAPP2021) 2021.2
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Visually-Private Scene Classification with Agent-collected Weak-labels International conference
@Shin Ando, #Yusuke Hatae, #Muhammad Fikko Fadjrimiratno, #Qingpu Yang, #Yuanyuan Li, @Tetsu Matsukawa, @Einoshin Suzuki
Tenth International Conference on Pattern Recognition Applications and Methods (ICPRAM 2021) 2021.2
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Experimental Evaluation of GAN-Based One-Classs Anomaly Detection on Office Monitoring International conference
#Ning Dong, #Yusuke Hatae, #Muhammad Fikko Fadjrimiratno, @Tetsu Matsukawa, @Einoshin Suzuki
25th International Symposium on Intelligent Systems (ISMIS2020) 2020.9
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Context-Aware Latent Dirichlet Allocation for Topic Segmentation
#Li Wenbo, @Tetsu Matsukawa, @Hiroto Saigo, @Einoshin Suzuki
The 24th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD2020) 2020.5
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Detecting Anomalous Regions from an Image Based on Deep Captioning International conference
#Yusuke Hatae, #Qingpu Yang, #Muhammad Fikko Fadjrimiratno, #Yuanyuan Li, @Tetsu Matsukawa, @Einoshin Suzuki
The 15th International Conference on Vision Theory and Application (VISAPP2020) 2020.2
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Harnessing GAN with Metric Learning for One-Shot Generation on a Fine-Grained Category International conference
#Yusuke Otsubo, @Tetsu Matsukawa, @Einoshin Suzuki
The IEEE 31st International Conference on Tools with Artificial Intelligence (ICTAI2019) 2019.11
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弱教師つきデータ集合を用いるファッションスタイルの特徴学習に関する実験的評価
#本藤拳也，@松川徹，@鈴木英之進
火の国情報シンポジウム2019 2019.3
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Retraining: A Simple Way to Improve the Ensemble Accuracy of Deep Neural Networks for Image Classification International conference
#Kaikai Zhao, @Tetsu Matsukawa, @Einoshin Suzuki
24th International Conference on Pattern Recognition (ICPR2018) 2018.8
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Multimodal Deep Neural Network with Image Sequence Features for Video Captioning International conference
#Soichiro Oura, @Tetsu Matsukawa, @Einoshin Suzuki
IEEE International Joint Conference on Neural Networks (IJCNN2018) 2018.7
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One-Class Selective Transfer Machine for Personalized Anomalous Facial Expression Detection International conference
#Hirofumi Fujita, @Tetsu Matsukawa, @Einoshin Suzuki
International Conference on Vision Theory and Application (VISAPP2018) 2018.3
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マルチタスク学習用1クラスSVMを用いた新規人物に対する特異顔表情検知
藤田裕文, 松川 徹, 鈴木 英之進
火の国情報シンポジウム2017 2017.3
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階層的なガウシアン記述子を用いたカメラ間人物照合 Invited
松川 徹, 岡部 孝弘, 鈴木 英之進, 佐藤 洋一
第6回バイオメトリクスと認識・認証シンポジウム(SBRA2016) 2016.11
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LASSOに基づく運転者表情データからの特徴選択
大浦恥一郎, 藤田隆吾, 松川徹, 西郷 浩人, 鈴木 英之進
電気・情報関係学会九州支部第69回連合大会 2016.9
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苛立ち表情発見のための自動車運転者の顔画像クラスタリング
藤田隆吾, 大浦恥一郎, 松川徹, 鈴木 英之進
第15回情報通信フォーラム(FIT2016) 2016.9
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畳み込みニューラルネットワークを用いた顔表情分類の実験的評価
高橋佑典, 松川徹, 鈴木 英之進
第15回情報通信フォーラム(FIT2016) 2016.9
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Hierarchical Gaussian Descriptor for Person Re-Identification (CVPR2016) Invited
Tetsu Matsukawa, Takahiro Okabe, Einoshin Suzuki, Yoichi Sato
第19回画像の認識・理解シンポジウム(MIRU2016) 2016.8
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微表情認識における時空間テクスチャ記述子の実験的評価
藤澤雄太, 松川徹, 鈴木英之進
火の国情報シンポジウム2016 2016.3
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微表情特定のための会話ゲームベンチマークデータの構築
藤田裕文, 松川徹, 鈴木英之進
火の国情報シンポジウム2016 2016.3
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時空間テクスチャ記述子の変化量に基づく微表情認識
岩村和也, 松川徹, 鈴木英之進
火の国情報シンポジウム2016 2016.3
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Toward a Platform for Collecting, Mining, and Utilizing Behavior Data for Detecting Students with Depression Risks International conference
Einoshin Suzuki, Yutaka Deguchi, Tetsu Matsukawa, Shin Ando, Hiroaki Ogata, Masanori Suzimoto
8th annual international conference on PErvasive Technologies Related to Assistive Environments (PETRA2015) 2015.7
Works
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松川徹
2016.7
Industrial property rights
| Patent | Number of applications: 1 | Number of registrations: 1 |
| Utility model | Number of applications: 0 | Number of registrations: 0 |
| Design | Number of applications: 0 | Number of registrations: 0 |
| Trademark | Number of applications: 0 | Number of registrations: 0 |
Professional Memberships
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The Institute of Electronics, Information and Comunication Engineers (IEICE)
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The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Committee Memberships
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電子情報通信学会 パターン認識・メディア理解（PRMU)研究会 専門委員 Domestic
2017.5 - 2023.6
Academic Activities
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Reviewer International contribution
17th Asian Conference on Computer Vision (ACV2024) （ Hanoi Vietnam ） 2024.12
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エリアチェア
第27回 画像の認識・理解シンポジウム (MIRU2024) （ Japan ） 2024.8
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Reviewer International contribution
The Forty-first International Conference on Machine Learning (ICML2024) （ Vienna Austria ） 2024.7
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Reviewer International contribution
The IEEE / CVF Computer Vision and Pattern Recognition Conference (CVPR2024) （ Seattle WA UnitedStatesofAmerica ） 2024.6
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Reviewer International contribution
The 18th IEEE International Conference on Automatic Face and Gesture Recognition (FG2024) （ Istanbul Turkey ） 2024.5
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Reviewer International contribution
The Twelfth International Conference on Learning Representations (ICLR2024) （ Vienna Austria ） 2024.5
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Technical Program Committee International contribution
The International Workshop on Frontiers of Computer Vision (IW-FCV 2024) （ Japan ） 2024.2
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Reviewer International contribution
Thirty-seventh Annual Conference on Neural Information Processing Systems (NeurIPS2023) （ New Orleans UnitedStatesofAmerica ） 2023.12
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Reviewer International contribution
IEEE /CVF International Conference on Computer Vision (ICCV2023) （ Paris France ） 2023.10
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エリアチェア
第26回画像の認識・理解シンポジウム (MIRU2023) （ Japan ） 2023.7
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Reviewer International contribution
IEEE/CVF Computer Vision and Pattern Recognition Conference (CVPR2023) （ Vancouver Canada ） 2023.6
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Reviewer International contribution
The Eleventh International Conference on Learning Representations (ICLR2023) （ Kigali Rwanda ） 2023.5
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座長
電子情報通信学会 パターン認識・メディア理解(PRMU)3月研究会 （ Japan ） 2023.3
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Reviewer International contribution
The 17th IEEE International Conference on Automatic Face and Gesture Recognition (FG) 2023 （ Hawaii UnitedStatesofAmerica ） 2023.1
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Screening of academic papers
Role(s)： Peer review
2023
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Reviewer International contribution
Thirty-sixth Conference on Neural Information Processing Systems (NeurIPS2022) （ new orelans UnitedStatesofAmerica ） 2022.11 - 2022.12
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Reviewer International contribution
17th European Conference on Comptuer Vision (ECCV2022) （ Tel AVIV Israel ） 2022.10
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Reivewer International contribution
European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML/PKDD2022) （ Grenoble France ） 2022.9
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Reviewer International contribution
26-th International Conference on Pattern Recognition (ICPR2022) （ Montreal, Quebec Canada ） 2022.8
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論文評価委員
第25回 画像の認識・理解シンポジウム (MIRU2022) （ Japan ） 2022.7
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Reviewer International contribution
The Thirty-ninth International Conference on Machine Learning (ICML2022) （ Baltimore, Maryland UnitedStatesofAmerica ） 2022.7
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Reviewer International contribution
IEEE/CVF Conference on Computer Vision and Pattern Recogniiton (CVPR2022) （ New Orleans UnitedStatesofAmerica ） 2022.6
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Reivewer International contribution
Tenth International Conference on Learning Representations (ICLR2022) （ Online ） 2022.4
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Screening of academic papers
Role(s)： Peer review
2022
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Reviewer International contribution
Thirty-fifth Conference on Neural Information Processing Systems (NeurIPS2021) （ ONline ） 2021.12
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Reviewer International contribution
IEEE/CVF International Conference on Computer Vision (ICCV2021) （ Online ） 2021.10
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Program Committee International contribution
The European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML/PKDD2021） （ Online ） 2021.9
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論文評価委員
第24回 画像の認識・理解シンポジウム(MIRU2021) （ Online Japan ） 2021.7
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Expert Reviewer International contribution
Thirty-eighth International Conference on Machine Learning (ICML2021) （ Online ） 2021.7
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Reviewer International contribution
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR2021) （ Online ） 2021.6
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座長
電子情報通信学会 パターン認識・メディア理解(PRMU)5月研究会 （ Online ） 2021.5
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Reviewer International contribution
The Ninth International Conference on Learning Representations (ICLR2021) （ Online ） 2021.5
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座長
電子情報通信学会 パターン認識・メディア理解(PRMU)3月研究会 （ Online ） 2021.3
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Program Committee International contribution
35th AAAI Conference on Artificial Intelligence (AAAI2021) （ Online ） 2021.2
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Technical Commitee (TC) International contribution
25th International Conference on Pattern Recognition (ICPR2020) （ Online ） 2021.1
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Reviewer International contribution
Winter Conference on Application of Computer Vision (WACV2021) （ Online ） 2021.1
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Screening of academic papers
Role(s)： Peer review
2021
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Top 10% Reviewer International contribution
Thirty-third Conference on Neural Information Processing Systems (NuerIPS2020) （ Online ） 2020.12
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Reviewer International contribution
15th Asian Conference on Computer Vision (ACCV2020) （ Online ） 2020.11 - 2020.12
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Reviewer International contribution
16th European Conference on Comptuer Vision (ECCV2020) （ Online ） 2020.8
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論文評価委員
第23回 画像の認識・理解シンポジウム (MIRU2020) （ Online ） 2020.8
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Top 33% Reviewer International contribution
Thirty-seventh International Conference on Machine Learning (ICML2020) （ Online ） 2020.7
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Program Committee International contribution
The 29th International Joint Conference on Artificial Intelligence (IJCAI2020) （ Yokohama Japan ） 2020.7
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Reviewer International contribution
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR2020) （ Seattle UnitedStatesofAmerica ） 2020.6
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Program Committee International contribution
15th IEEE Conference on Automatic Face and Gesture Recognition (FG2020) （ Buenos Aires Argentina ） 2020.5
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Reviewer International contribution
The Eighth International Conference on Learning Representations (ICLR2020) （ Addis Ababa Ethiopia ） 2020.4
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Technical Program Committee International contribution
IEEE 3rd International Conference on Multimedia Information Processing and Retrieval (MIPR2020) （ Shenzhen China ） 2020.4
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Program Committee International contribution
The Thirty-Fourth AAAI Conference on Artificial Intelligence (AAAI2020) （ New York UnitedStatesofAmerica ） 2020.2
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Screening of academic papers
Role(s)： Peer review
2020
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Top 50% Reviewer International contribution
Thirty-third Conference on Neural Information Processing Systems (NuerIPS2019) （ Vancourver Canada ） 2019.12
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Program Committee International contribution
The 5th Asian Conference on Pattern Recognition (ACPR2019) （ Auckland NewZealand ） 2019.11
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Program Committee International contribution
The 9th Pacific-Rim Symposium on Image and Video Technology (PSIVT2019) （ Sydney Australia ） 2019.11
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座長
電子情報通信学会 パターン認識・メディア理解(PRMU)9月研究会 （ Japan ） 2019.9
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Program Commitee International contribution
28th International Joint Conference on Artificial Intelligence (IJCAI2019) （ Macao China ） 2019.8
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論文評価委員
第22回 画像の理解・認識シンポジウム (MIRU2019) （ Japan ） 2019.7 - 2019.8
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Reviewer International contribution
36th International Conference on Machine Learning (ICML2019) （ Long Beach UnitedStatesofAmerica ） 2019.6
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Reviewer International contribution
14th IEEE International Conference on Automatic Face and Gesture Recognition (FG2019) （ Lille France ） 2019.5
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Program Commitee International contribution
2nd IEEE International Conference on Multimedia Information Processing and Retrieval (MIPR2019) （ San Jose UnitedStatesofAmerica ） 2019.3
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Reviewer International contribution
7th International Conference on Learning Representations (ICLR2019) （ New Orleans UnitedStatesofAmerica ） 2019.3
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Screening of academic papers
Role(s)： Peer review
2019
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Top 30% Reviewer International contribution
32nd Conference on Neural Information Processing Systems (NeurIPS2018) （ Montreal Canada ） 2018.12
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Reviewer International contribution
Asian Conference on Computer Vision (ACCV2018) （ Parh Western Australia ） 2018.12
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Technical Committee (TC) International contribution
24th International Conference on Pattern Recognition (ICPR2018) （ China ） 2018.8
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論文評価委員
第21回 画像の認識・理解シンポジウム（MIRU2018) （ Japan ） 2018.8
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Program Committee International contribution
35th International Conference on Machine Learning (ICML2018) （ Stockholm Sweden ） 2018.7
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Program Committee International contribution
IEEE Conference on Computer Vision and Pattern Recognition (CVPR2018) （ Salt Lake City UnitedStatesofAmerica ） 2018.6
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電子情報通信学会 和文論文誌 D
2018.6 - 2022.5
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Program Committee International contribution
13th IEEE Conference on Automatic Face and Gesture Recognition (FG2018) （ China ） 2018.5
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Reviewing Commitee International contribution
6th International Conference on Learning Representations (ICLR2018) （ Vancouver Canada ） 2018.4 - 2018.5
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Program Commitee International contribution
1st IEEE International Conference on Multimedia Information Processing and Retrieval (MIPR2018) （ Miami, FL UnitedStatesofAmerica ） 2018.4
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Screening of academic papers
Role(s)： Peer review
2018
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Reviewer International contribution
Annual Conference on Neural Information Processing Systems (NIPS2017) （ Long Beach UnitedStatesofAmerica ） 2017.12
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Program Commitee International contribution
4th Asian Conference on Pattern Recognition (ACPR2017) （ China ） 2017.11
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Reviewer International contribution
International Conference on Computer Vision (ICCV2017) （ Venice Italy ） 2017.10
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論文評価委員
第20回 画像の認識・理解シンポジウム（MIRU2017) （ Japan ） 2017.8
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Reviewer International contribution
12th IEEE Conference on Automatic Face and Gesture Recognition (FG2017) （ Washington D.C. UnitedStatesofAmerica ） 2017.5 - 2017.6
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Reviewer International contribution
The 20th International Conference on Artificial Intelligence and Statistics (AISTATS2017) （ Ft. Lauderdale UnitedStatesofAmerica ） 2017.4
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Screening of academic papers
Role(s)： Peer review
2017
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Reviewer International contribution
Annual Conference on Neural Informaiton Processing Systems (NIPS2016) （ Barcelona Spain ） 2016.12
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Technical Commitee (TC) International contribution
23rd International Conference on Pattern Recognition (ICPR2016) （ Cancum Mexico ） 2016.12
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Technical Program Committee (TPC) in MIRU-CEB (Conference Editorial Board)
第19回 画像の認識・理解シンポジウム (MIRU2016) （ Japan ） 2016.8
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電子情報通信学会 情報・システムソサイエティ
2016.5 - 2021.5
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座長（Chairmanship）
火の国情報シンポジウム2016 （ Japan ） 2016.3
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Technical Program Committee (TPC) in MIRU-CEB (Conference Editorial Board)
第18回 画像の認識・理解シンポジウム (MIRU2015) （ Osaka Japan ） 2015.7
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Reviewer International contribution
IEEE International Conference on Automatic Face and Gesture Recognition (FG2015) （ Ljubljana Slovenia ） 2015.5
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Technical Commitee (TC) International contribution
22nd International Conference on Pattern Recognition (ICPR2014) （ Stockholm Sweden ） 2014.8
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Technical Program Committee (TPC) in MIRU-CEB (Conference Editorial Board)
第17回 画像の認識・理解シンポジウム(MIRU2014) （ Japan ） 2014.7
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Technical Program Committee (TPC) in MIRU-CEB (Conference Editorial Board)
第16回 画像の認識・理解シンポジウム(MIRU2013) （ Japan ） 2013.7 - 2013.8
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Screening of academic papers
Role(s)： Peer review
2013
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Technical Commitee (TC) International contribution
21st International Confrence on Pattern Recognition (ICPR2012) （ Tsukuba Japan ） 2012.11
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Screening of academic papers
Role(s)： Peer review
2012
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Screening of academic papers
Role(s)： Peer review
2011
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Screening of academic papers
Role(s)： Peer review
2010
Research Projects
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極めて少ない学習サンプルに対応した距離計量学習に基づく特徴転移
Grant number：23K11232 2023 - 2025
Japan Society for the Promotion of Science Grants-in-Aid for Scientific Research Grant-in-Aid for Scientific Research (C)
松川 徹
Authorship：Principal investigator Grant type：Scientific research funding
対象とする環境で距離計量を学習することで，照合精度の向上を図る人物照合問題の特徴転移では, 学習サンプルが極めて少ない場合，逆に精度を大きく低下させてしまう. 本研究では，この要因が学習サンプルとテストサンプルの所属する特徴量の部分空間の違いにあることへ着目し, この問題を解決する手法群を開発する. まず, 既存の線形のマハラノビス距離計量学習改良する. また，特徴マップの構造へ着目し学習サンプル数を疑似的に増加させる効果を持つ手法と非線形拡張手法を開発し, 更なる精度向上を行う.
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Grant number：20K11890 2020 - 2023
Japan Society for the Promotion of Science Grants-in-Aid for Scientific Research Grant-in-Aid for Scientific Research (C)
Matsukawa Tetsu
Authorship：Principal investigator Grant type：Scientific research funding
For robustly estimating the orientations of a person in the presence of various clothing textures, as well as considering the effects of shooting conditions like location and weather, the spatial arrangement of local parts can be a crucial factor for precise estimation. Therefore, we focus on channel pooling, which summarizes redundant channel activations in the feature maps of convolutional neural networks. Focusing on the fact that the spatial bases obtained by applying singular value decomposition to a set of images extracted from a feature map in the cross-section of feature channels are invariant to the permutation of the order of feature channels and can be discriminative spatial features, we have proposed Grassmann channel pooling, which represents the subspace of the spatial bases as the feature representation.
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異なる大規模データベースで学習された深層畳込ネットを融合した特徴抽出
Grant number：17K20008 2017 - 2020
Japan Society for the Promotion of Science Grants-in-Aid for Scientific Research Challenging Research(Exploratory)
Authorship：Principal investigator Grant type：Scientific research funding
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多様な人物属性の事前学習に基づく深層特徴を用いた人物画像の照合と検索
Grant number：15K16028 2015 - 2016
Grants-in-Aid for Scientific Research Grant-in-Aid for Young Scientists (B)
Authorship：Principal investigator Grant type：Scientific research funding
Educational Activities
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大学院修士課程副指導教員. 理学部物理学科情報理学コース及び基幹教育の講義・演習を担当
Class subject
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アルゴリズム論演習
2025.4 - 2025.8 First semester
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プログラミング演習 (P)
2024.6 - 2024.8 Summer quarter
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アルゴリズム論演習
2024.4 - 2024.9 First semester
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アルゴリズム論演習
2023.4 - 2023.9 First semester
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サイバーセキュリティ基礎論
2023.4 - 2023.6 Spring quarter
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アルゴリズム論演習
2022.4 - 2022.9 First semester
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アルゴリズム論演習
2021.4 - 2021.9 First semester
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サイバーセキュリティ基礎論
2021.4 - 2021.6 Spring quarter
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プログラミング技法演習
2020.10 - 2021.3 Second semester
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アルゴリズム論演習
2020.4 - 2020.9 First semester
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プログラミング技法演習
2019.10 - 2020.3 Second semester
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アルゴリズム論演習
2019.4 - 2019.9 First semester
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プログラミング技法演習
2018.10 - 2019.3 Second semester
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アルゴリズム論演習
2018.4 - 2018.9 First semester
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プログラミング技法演習
2017.10 - 2018.3 Second semester
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アルゴリズム論演習
2017.4 - 2017.9 First semester
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プログラミング演習
2017.4 - 2017.9 First semester
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プログラミング技法演習
2016.10 - 2017.3 Second semester
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アルゴリズム論演習
2016.4 - 2016.9 First semester
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プログラミング演習
2016.4 - 2016.9 First semester
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プログラミング技法演習
2015.10 - 2016.3 Second semester
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アルゴリズム論演習
2015.4 - 2015.9 First semester
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情報論理学演習
2015.4 - 2015.9 First semester
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プログラミング演習
2014.10 - 2015.3 Second semester
FD Participation
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2023.9 Role：Participation Title：【シス情FD】Top10%論文／Top10%ジャーナルとは何か: 傾向と対策
Organizer：[Undergraduate school/graduate school/graduate faculty]
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2022.10 Role：Participation Title：【シス情FD】若手教員による研究紹介⑥
Organizer：[Undergraduate school/graduate school/graduate faculty]
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2022.7 Role：Participation Title：【シス情FD】若手教員による研究紹介⑤
Organizer：[Undergraduate school/graduate school/graduate faculty]
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2022.5 Role：Participation Title：【シス情FD】若手教員による研究紹介④「量子コンピュータ・システム・アーキテクチャの研究～道具になることを目指して～」
Organizer：[Undergraduate school/graduate school/graduate faculty]
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2022.4 Role：Participation Title：【シス情FD】第4期中期目標・中期計画等について
Organizer：[Undergraduate school/graduate school/graduate faculty]
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2022.1 Role：Participation Title：【シス情FD】シス情関連の科学技術に対する国の政策動向（に関する私見）
Organizer：[Undergraduate school/graduate school/graduate faculty]
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2021.12 Role：Participation Title：【シス情FD】企業出身教員から見た大学
Organizer：[Undergraduate school/graduate school/graduate faculty]
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2021.11 Role：Speech Title：【シス情FD】若手教員による研究紹介 及び 研究費獲得のポイント等について③
Organizer：[Undergraduate school/graduate school/graduate faculty]
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2021.9 Role：Participation Title：博士後期課程の充足率向上に向けて
Organizer：[Undergraduate school/graduate school/graduate faculty]
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2020.7 Role：Participation Title：アフターコロナの大学はどうあるべきか
Organizer：[Undergraduate school/graduate school/graduate faculty]
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2020.6 Role：Participation Title：どんな3ポリシーが、どのように役立つのか ｰ 九州大学カリキュラム・マップの威力 -
Organizer：[Undergraduate school/graduate school/graduate faculty]
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2020.5 Role：Participation Title：オンサイト授業 vs. オンライン授業：分かったこと，変わったこと
Organizer：[Undergraduate school/graduate school/graduate faculty]
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2020.4 Role：Participation Title：新型コロナウイルスが誘起した社会変化に対する システム情報科学からの提言
Organizer：[Undergraduate school/graduate school/graduate faculty]
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2020.4 Role：Participation Title：Moodleを利用したe-Learning実例報告（九州大学電気情報において）
Organizer：[Undergraduate school/graduate school/graduate faculty]
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2020.2 Role：Participation Title：九州大学工学系改組の現状と今後の予定
Organizer：[Undergraduate school/graduate school/graduate faculty]
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2019.6 Role：Participation Title：8大学情報系研究科長会議の報告
Organizer：[Undergraduate school/graduate school/graduate faculty]
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2018.11 Role：Participation Title：システム情報科学府FD(科学技術基本政策の今と未来)
Organizer：[Undergraduate school/graduate school/graduate faculty]
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2018.9 Role：Participation Title：システム情報科学府FD(九州能開大の教育システムのご紹介)
Organizer：[Undergraduate school/graduate school/graduate faculty]
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2015.4 Role：Participation Title：平成27年度 第1回全学FD(新任教員の研修)
Organizer：University-wide